A hitch cover assembly includes a ring member, a first clip, a second clip and a cover member. The ring member defines a ring opening and has an axially extending wall with a first end and a second end. The first clip member has a body portion with a fixed end attached to the axially extending wall proximate to the second end, and a distal end spaced axially from the fixed end and spaced radially from the axially extending wall. The second clip member has a body portion with a fixed end attached to the axially extending wall proximate the second end, and a distal end spaced axially from the fixed end and oriented to face inward toward a center of the axially extending wall. The cover member is configured to selectively attach to the ring member to overlay the ring opening.